Overview
Brought to you by YData
Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 18207 |
| Missing cells | 878 |
| Missing cells (%) | 0.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 8.7 MiB |
| Average record size in memory | 498.7 B |
Variable types
| Numeric | 10 |
|---|---|
| Text | 3 |
| Categorical | 4 |
| DateTime | 1 |
Age is highly overall correlated with ID | High correlation |
Height is highly overall correlated with Weight | High correlation |
ID is highly overall correlated with Age and 1 other fields | High correlation |
International Reputation is highly overall correlated with Overall and 1 other fields | High correlation |
Overall is highly overall correlated with ID and 5 other fields | High correlation |
Position is highly overall correlated with Skill Moves | High correlation |
Potential is highly overall correlated with Overall and 3 other fields | High correlation |
Release Clause is highly overall correlated with Overall and 3 other fields | High correlation |
Skill Moves is highly overall correlated with Position | High correlation |
Value is highly overall correlated with Overall and 3 other fields | High correlation |
Wage is highly overall correlated with International Reputation and 4 other fields | High correlation |
Weight is highly overall correlated with Height | High correlation |
International Reputation is highly imbalanced (77.7%) | Imbalance |
Club has 241 (1.3%) missing values | Missing |
Value has 252 (1.4%) missing values | Missing |
Contract Valid Until has 289 (1.6%) missing values | Missing |
ID has unique values | Unique |
Wage has 241 (1.3%) zeros | Zeros |
Reproduction
| Analysis started | 2025-01-02 16:28:42.537446 |
|---|---|
| Analysis finished | 2025-01-02 16:29:11.341206 |
| Duration | 28.8 seconds |
| Software version | ydata-profiling vv4.12.1 |
| Download configuration | config.json |
Variables
ID
Real number (ℝ)
High correlation  Unique 
| Distinct | 18207 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 214298.34 |
| Minimum | 16 |
|---|---|
| Maximum | 246620 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 142.4 KiB |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 163964 |
| Q1 | 200315.5 |
| median | 221759 |
| Q3 | 236529.5 |
| 95-th percentile | 244735.7 |
| Maximum | 246620 |
| Range | 246604 |
| Interquartile range (IQR) | 36214 |
Descriptive statistics
| Standard deviation | 29965.244 |
|---|---|
| Coefficient of variation (CV) | 0.13982957 |
| Kurtosis | 9.6094996 |
| Mean | 214298.34 |
| Median Absolute Deviation (MAD) | 17325 |
| Skewness | -2.2679827 |
| Sum | 3.9017299 × 109 |
| Variance | 8.9791586 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 158023 | 1 | < 0.1% |
| 245008 | 1 | < 0.1% |
| 169489 | 1 | < 0.1% |
| 232465 | 1 | < 0.1% |
| 228625 | 1 | < 0.1% |
| 227857 | 1 | < 0.1% |
| 225809 | 1 | < 0.1% |
| 209425 | 1 | < 0.1% |
| 172560 | 1 | < 0.1% |
| 199442 | 1 | < 0.1% |
| Other values (18197) | 18197 |
| Value | Count | Frequency (%) |
| 16 | 1 | |
| 41 | 1 | |
| 80 | 1 | |
| 164 | 1 | |
| 657 | 1 | |
| 768 | 1 | |
| 1179 | 1 | |
| 2147 | 1 | |
| 2335 | 1 | |
| 2702 | 1 |
| Value | Count | Frequency (%) |
| 246620 | 1 | |
| 246617 | 1 | |
| 246616 | 1 | |
| 246613 | 1 | |
| 246609 | 1 | |
| 246608 | 1 | |
| 246606 | 1 | |
| 246603 | 1 | |
| 246602 | 1 | |
| 246601 | 1 |
Name
Text
| Distinct | 17194 |
|---|---|
| Distinct (%) | 94.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
Length
| Max length | 22 |
|---|---|
| Median length | 20 |
| Mean length | 10.018235 |
| Min length | 2 |
Unique
| Unique | 16432 ? |
|---|---|
| Unique (%) | 90.3% |
Sample
| 1st row | L. Messi |
|---|---|
| 2nd row | Cristiano Ronaldo |
| 3rd row | Neymar Jr |
| 4th row | De Gea |
| 5th row | K. De Bruyne |
| Value | Count | Frequency (%) |
| m | 1775 | 4.9% |
| j | 1630 | 4.5% |
| a | 1529 | 4.2% |
| s | 1024 | 2.8% |
| d | 945 | 2.6% |
| l | 777 | 2.1% |
| c | 766 | 2.1% |
| r | 764 | 2.1% |
| f | 609 | 1.7% |
| t | 602 | 1.6% |
| Other values (13612) | 26115 |
Most occurring characters
| Value | Count | Frequency (%) |
| 18329 | 10.0% | |
| . | 15182 | 8.3% |
| a | 14163 | 7.8% |
| e | 11538 | 6.3% |
| o | 9742 | 5.3% |
| i | 9544 | 5.2% |
| n | 9283 | 5.1% |
| r | 8955 | 4.9% |
| l | 6525 | 3.6% |
| s | 5471 | 3.0% |
| Other values (126) | 73670 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 182402 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 18329 | 10.0% | |
| . | 15182 | 8.3% |
| a | 14163 | 7.8% |
| e | 11538 | 6.3% |
| o | 9742 | 5.3% |
| i | 9544 | 5.2% |
| n | 9283 | 5.1% |
| r | 8955 | 4.9% |
| l | 6525 | 3.6% |
| s | 5471 | 3.0% |
| Other values (126) | 73670 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 182402 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 18329 | 10.0% | |
| . | 15182 | 8.3% |
| a | 14163 | 7.8% |
| e | 11538 | 6.3% |
| o | 9742 | 5.3% |
| i | 9544 | 5.2% |
| n | 9283 | 5.1% |
| r | 8955 | 4.9% |
| l | 6525 | 3.6% |
| s | 5471 | 3.0% |
| Other values (126) | 73670 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 182402 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 18329 | 10.0% | |
| . | 15182 | 8.3% |
| a | 14163 | 7.8% |
| e | 11538 | 6.3% |
| o | 9742 | 5.3% |
| i | 9544 | 5.2% |
| n | 9283 | 5.1% |
| r | 8955 | 4.9% |
| l | 6525 | 3.6% |
| s | 5471 | 3.0% |
| Other values (126) | 73670 |
Age
Real number (ℝ)
High correlation 
| Distinct | 29 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.122206 |
| Minimum | 16 |
|---|---|
| Maximum | 45 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 142.4 KiB |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 21 |
| median | 25 |
| Q3 | 28 |
| 95-th percentile | 33 |
| Maximum | 45 |
| Range | 29 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.6699427 |
|---|---|
| Coefficient of variation (CV) | 0.18588904 |
| Kurtosis | -0.45951355 |
| Mean | 25.122206 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.39176414 |
| Sum | 457400 |
| Variance | 21.808365 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 21 | 1423 | 7.8% |
| 26 | 1387 | 7.6% |
| 24 | 1358 | 7.5% |
| 22 | 1340 | 7.4% |
| 23 | 1332 | 7.3% |
| 25 | 1319 | 7.2% |
| 20 | 1240 | 6.8% |
| 27 | 1162 | 6.4% |
| 28 | 1101 | 6.0% |
| 19 | 1024 | 5.6% |
| Other values (19) | 5521 |
| Value | Count | Frequency (%) |
| 16 | 42 | 0.2% |
| 17 | 289 | 1.6% |
| 18 | 732 | |
| 19 | 1024 | |
| 20 | 1240 | |
| 21 | 1423 | |
| 22 | 1340 | |
| 23 | 1332 | |
| 24 | 1358 | |
| 25 | 1319 |
| Value | Count | Frequency (%) |
| 45 | 1 | < 0.1% |
| 44 | 2 | < 0.1% |
| 42 | 1 | < 0.1% |
| 41 | 5 | < 0.1% |
| 40 | 13 | 0.1% |
| 39 | 25 | 0.1% |
| 38 | 37 | 0.2% |
| 37 | 82 | |
| 36 | 127 | |
| 35 | 196 |
Nationality
Text
| Distinct | 164 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
Length
| Max length | 20 |
|---|---|
| Median length | 18 |
| Mean length | 7.6247597 |
| Min length | 4 |
Unique
| Unique | 24 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Argentina |
|---|---|
| 2nd row | Portugal |
| 3rd row | Brazil |
| 4th row | Spain |
| 5th row | Belgium |
| Value | Count | Frequency (%) |
| england | 1662 | 7.9% |
| germany | 1198 | 5.7% |
| spain | 1072 | 5.1% |
| argentina | 937 | 4.5% |
| france | 914 | 4.3% |
| brazil | 827 | 3.9% |
| republic | 805 | 3.8% |
| italy | 702 | 3.3% |
| colombia | 618 | 2.9% |
| japan | 478 | 2.3% |
| Other values (181) | 11825 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 18517 | 13.3% |
| n | 13782 | 9.9% |
| e | 11179 | 8.1% |
| r | 9371 | 6.8% |
| i | 9290 | 6.7% |
| l | 8454 | 6.1% |
| o | 5461 | 3.9% |
| t | 5077 | 3.7% |
| d | 4931 | 3.6% |
| g | 4088 | 2.9% |
| Other values (47) | 48674 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 138824 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 18517 | 13.3% |
| n | 13782 | 9.9% |
| e | 11179 | 8.1% |
| r | 9371 | 6.8% |
| i | 9290 | 6.7% |
| l | 8454 | 6.1% |
| o | 5461 | 3.9% |
| t | 5077 | 3.7% |
| d | 4931 | 3.6% |
| g | 4088 | 2.9% |
| Other values (47) | 48674 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 138824 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 18517 | 13.3% |
| n | 13782 | 9.9% |
| e | 11179 | 8.1% |
| r | 9371 | 6.8% |
| i | 9290 | 6.7% |
| l | 8454 | 6.1% |
| o | 5461 | 3.9% |
| t | 5077 | 3.7% |
| d | 4931 | 3.6% |
| g | 4088 | 2.9% |
| Other values (47) | 48674 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 138824 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 18517 | 13.3% |
| n | 13782 | 9.9% |
| e | 11179 | 8.1% |
| r | 9371 | 6.8% |
| i | 9290 | 6.7% |
| l | 8454 | 6.1% |
| o | 5461 | 3.9% |
| t | 5077 | 3.7% |
| d | 4931 | 3.6% |
| g | 4088 | 2.9% |
| Other values (47) | 48674 |
Overall
Real number (ℝ)
High correlation 
| Distinct | 48 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.238699 |
| Minimum | 46 |
|---|---|
| Maximum | 94 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 142.4 KiB |
Quantile statistics
| Minimum | 46 |
|---|---|
| 5-th percentile | 54 |
| Q1 | 62 |
| median | 66 |
| Q3 | 71 |
| 95-th percentile | 77 |
| Maximum | 94 |
| Range | 48 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.9089296 |
|---|---|
| Coefficient of variation (CV) | 0.10430352 |
| Kurtosis | 0.096568667 |
| Mean | 66.238699 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.067184922 |
| Sum | 1206008 |
| Variance | 47.733308 |
| Monotonicity | Decreasing |
| Value | Count | Frequency (%) |
| 66 | 1163 | 6.4% |
| 67 | 1118 | 6.1% |
| 64 | 1091 | 6.0% |
| 65 | 1045 | 5.7% |
| 68 | 1035 | 5.7% |
| 63 | 1002 | 5.5% |
| 69 | 973 | 5.3% |
| 70 | 889 | 4.9% |
| 62 | 878 | 4.8% |
| 71 | 783 | 4.3% |
| Other values (38) | 8230 |
| Value | Count | Frequency (%) |
| 46 | 1 | < 0.1% |
| 47 | 20 | 0.1% |
| 48 | 32 | 0.2% |
| 49 | 36 | 0.2% |
| 50 | 103 | 0.6% |
| 51 | 125 | |
| 52 | 159 | |
| 53 | 199 | |
| 54 | 250 | |
| 55 | 265 |
| Value | Count | Frequency (%) |
| 94 | 2 | < 0.1% |
| 92 | 1 | < 0.1% |
| 91 | 6 | < 0.1% |
| 90 | 5 | < 0.1% |
| 89 | 11 | 0.1% |
| 88 | 17 | 0.1% |
| 87 | 13 | 0.1% |
| 86 | 22 | |
| 85 | 33 | |
| 84 | 45 |
Potential
Real number (ℝ)
High correlation 
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.307299 |
| Minimum | 48 |
|---|---|
| Maximum | 95 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 142.4 KiB |
Quantile statistics
| Minimum | 48 |
|---|---|
| 5-th percentile | 62 |
| Q1 | 67 |
| median | 71 |
| Q3 | 75 |
| 95-th percentile | 82 |
| Maximum | 95 |
| Range | 47 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 6.1364956 |
|---|---|
| Coefficient of variation (CV) | 0.086057047 |
| Kurtosis | 0.035825808 |
| Mean | 71.307299 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.2661536 |
| Sum | 1298292 |
| Variance | 37.656578 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 70 | 1203 | 6.6% |
| 69 | 1175 | 6.5% |
| 71 | 1140 | 6.3% |
| 68 | 1136 | 6.2% |
| 72 | 1122 | 6.2% |
| 73 | 1051 | 5.8% |
| 74 | 1015 | 5.6% |
| 66 | 996 | 5.5% |
| 67 | 991 | 5.4% |
| 75 | 951 | 5.2% |
| Other values (37) | 7427 |
| Value | Count | Frequency (%) |
| 48 | 2 | < 0.1% |
| 50 | 2 | < 0.1% |
| 51 | 2 | < 0.1% |
| 52 | 10 | 0.1% |
| 53 | 6 | < 0.1% |
| 54 | 7 | < 0.1% |
| 55 | 18 | 0.1% |
| 56 | 24 | 0.1% |
| 57 | 47 | |
| 58 | 87 |
| Value | Count | Frequency (%) |
| 95 | 1 | < 0.1% |
| 94 | 3 | < 0.1% |
| 93 | 4 | < 0.1% |
| 92 | 9 | < 0.1% |
| 91 | 12 | 0.1% |
| 90 | 21 | 0.1% |
| 89 | 33 | |
| 88 | 48 | |
| 87 | 61 | |
| 86 | 82 |
Club
Text
Missing 
| Distinct | 651 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 241 |
| Missing (%) | 1.3% |
| Memory size | 1.3 MiB |
Length
| Max length | 35 |
|---|---|
| Median length | 25 |
| Mean length | 13.442836 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | FC Barcelona |
|---|---|
| 2nd row | Juventus |
| 3rd row | Paris Saint-Germain |
| 4th row | Manchester United |
| 5th row | Manchester City |
| Value | Count | Frequency (%) |
| fc | 2860 | 7.3% |
| de | 765 | 2.0% |
| club | 638 | 1.6% |
| united | 542 | 1.4% |
| city | 541 | 1.4% |
| al | 414 | 1.1% |
| cd | 391 | 1.0% |
| atlético | 380 | 1.0% |
| town | 324 | 0.8% |
| cf | 318 | 0.8% |
| Other values (936) | 31840 |
Most occurring characters
| Value | Count | Frequency (%) |
| 21076 | 8.7% | |
| a | 19108 | 7.9% |
| e | 18850 | 7.8% |
| n | 14540 | 6.0% |
| o | 13417 | 5.6% |
| r | 13217 | 5.5% |
| i | 12655 | 5.2% |
| l | 10818 | 4.5% |
| t | 10313 | 4.3% |
| s | 8691 | 3.6% |
| Other values (93) | 98829 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 241514 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 21076 | 8.7% | |
| a | 19108 | 7.9% |
| e | 18850 | 7.8% |
| n | 14540 | 6.0% |
| o | 13417 | 5.6% |
| r | 13217 | 5.5% |
| i | 12655 | 5.2% |
| l | 10818 | 4.5% |
| t | 10313 | 4.3% |
| s | 8691 | 3.6% |
| Other values (93) | 98829 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 241514 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 21076 | 8.7% | |
| a | 19108 | 7.9% |
| e | 18850 | 7.8% |
| n | 14540 | 6.0% |
| o | 13417 | 5.6% |
| r | 13217 | 5.5% |
| i | 12655 | 5.2% |
| l | 10818 | 4.5% |
| t | 10313 | 4.3% |
| s | 8691 | 3.6% |
| Other values (93) | 98829 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 241514 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 21076 | 8.7% | |
| a | 19108 | 7.9% |
| e | 18850 | 7.8% |
| n | 14540 | 6.0% |
| o | 13417 | 5.6% |
| r | 13217 | 5.5% |
| i | 12655 | 5.2% |
| l | 10818 | 4.5% |
| t | 10313 | 4.3% |
| s | 8691 | 3.6% |
| Other values (93) | 98829 |
Value
Real number (ℝ)
High correlation  Missing 
| Distinct | 216 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 252 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2444.5302 |
| Minimum | 10 |
|---|---|
| Maximum | 118500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 142.4 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 100 |
| Q1 | 325 |
| median | 700 |
| Q3 | 2100 |
| 95-th percentile | 10000 |
| Maximum | 118500 |
| Range | 118490 |
| Interquartile range (IQR) | 1775 |
Descriptive statistics
| Standard deviation | 5626.7154 |
|---|---|
| Coefficient of variation (CV) | 2.3017574 |
| Kurtosis | 76.003054 |
| Mean | 2444.5302 |
| Median Absolute Deviation (MAD) | 490 |
| Skewness | 7.0316107 |
| Sum | 43891540 |
| Variance | 31659927 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1100 | 431 | 2.4% |
| 375 | 372 | 2.0% |
| 425 | 354 | 1.9% |
| 325 | 351 | 1.9% |
| 450 | 343 | 1.9% |
| 525 | 338 | 1.9% |
| 350 | 325 | 1.8% |
| 1200 | 324 | 1.8% |
| 400 | 323 | 1.8% |
| 1000 | 318 | 1.7% |
| Other values (206) | 14476 |
| Value | Count | Frequency (%) |
| 10 | 15 | 0.1% |
| 20 | 21 | 0.1% |
| 30 | 23 | 0.1% |
| 40 | 65 | 0.4% |
| 50 | 127 | |
| 60 | 150 | |
| 70 | 139 | |
| 80 | 114 | |
| 90 | 136 | |
| 100 | 178 |
| Value | Count | Frequency (%) |
| 118500 | 1 | |
| 110500 | 1 | |
| 102000 | 1 | |
| 93000 | 1 | |
| 89000 | 1 | |
| 83500 | 1 | |
| 81000 | 1 | |
| 80000 | 1 | |
| 78000 | 1 | |
| 77000 | 2 |
Wage
Real number (ℝ)
High correlation  Zeros 
| Distinct | 144 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.7313121 |
| Minimum | 0 |
|---|---|
| Maximum | 565 |
| Zeros | 241 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 142.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 3 |
| Q3 | 9 |
| 95-th percentile | 39 |
| Maximum | 565 |
| Range | 565 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 21.99929 |
|---|---|
| Coefficient of variation (CV) | 2.2606705 |
| Kurtosis | 100.71241 |
| Mean | 9.7313121 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 7.9060189 |
| Sum | 177178 |
| Variance | 483.96878 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 4900 | |
| 2 | 2827 | |
| 3 | 1857 | 10.2% |
| 4 | 1255 | 6.9% |
| 5 | 869 | 4.8% |
| 6 | 682 | 3.7% |
| 7 | 488 | 2.7% |
| 8 | 423 | 2.3% |
| 9 | 328 | 1.8% |
| 10 | 319 | 1.8% |
| Other values (134) | 4259 |
| Value | Count | Frequency (%) |
| 0 | 241 | 1.3% |
| 1 | 4900 | |
| 2 | 2827 | |
| 3 | 1857 | 10.2% |
| 4 | 1255 | 6.9% |
| 5 | 869 | 4.8% |
| 6 | 682 | 3.7% |
| 7 | 488 | 2.7% |
| 8 | 423 | 2.3% |
| 9 | 328 | 1.8% |
| Value | Count | Frequency (%) |
| 565 | 1 | < 0.1% |
| 455 | 1 | < 0.1% |
| 420 | 1 | < 0.1% |
| 405 | 1 | < 0.1% |
| 380 | 1 | < 0.1% |
| 355 | 3 | |
| 340 | 2 | |
| 315 | 3 | |
| 300 | 1 | < 0.1% |
| 290 | 1 | < 0.1% |
Preferred Foot
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| Right | |
|---|---|
| Left |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.7687153 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Left |
|---|---|
| 2nd row | Right |
| 3rd row | Right |
| 4th row | Right |
| 5th row | Right |
Common Values
| Value | Count | Frequency (%) |
| Right | 13996 | |
| Left | 4211 | 23.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| right | 13996 | |
| left | 4211 | 23.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 18207 | |
| R | 13996 | |
| i | 13996 | |
| g | 13996 | |
| h | 13996 | |
| L | 4211 | 4.9% |
| e | 4211 | 4.9% |
| f | 4211 | 4.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 86824 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 18207 | |
| R | 13996 | |
| i | 13996 | |
| g | 13996 | |
| h | 13996 | |
| L | 4211 | 4.9% |
| e | 4211 | 4.9% |
| f | 4211 | 4.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 86824 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 18207 | |
| R | 13996 | |
| i | 13996 | |
| g | 13996 | |
| h | 13996 | |
| L | 4211 | 4.9% |
| e | 4211 | 4.9% |
| f | 4211 | 4.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 86824 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 18207 | |
| R | 13996 | |
| i | 13996 | |
| g | 13996 | |
| h | 13996 | |
| L | 4211 | 4.9% |
| e | 4211 | 4.9% |
| f | 4211 | 4.9% |
International Reputation
Categorical
High correlation  Imbalance 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 48 |
| Missing (%) | 0.3% |
| Memory size | 1.0 MiB |
| 1.0 | |
|---|---|
| 2.0 | 1261 |
| 3.0 | 309 |
| 4.0 | 51 |
| 5.0 | 6 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 5.0 |
|---|---|
| 2nd row | 5.0 |
| 3rd row | 5.0 |
| 4th row | 4.0 |
| 5th row | 4.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 16532 | |
| 2.0 | 1261 | 6.9% |
| 3.0 | 309 | 1.7% |
| 4.0 | 51 | 0.3% |
| 5.0 | 6 | < 0.1% |
| (Missing) | 48 | 0.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 16532 | |
| 2.0 | 1261 | 6.9% |
| 3.0 | 309 | 1.7% |
| 4.0 | 51 | 0.3% |
| 5.0 | 6 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 18159 | |
| 0 | 18159 | |
| 1 | 16532 | |
| 2 | 1261 | 2.3% |
| 3 | 309 | 0.6% |
| 4 | 51 | 0.1% |
| 5 | 6 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 54477 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 18159 | |
| 0 | 18159 | |
| 1 | 16532 | |
| 2 | 1261 | 2.3% |
| 3 | 309 | 0.6% |
| 4 | 51 | 0.1% |
| 5 | 6 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 54477 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 18159 | |
| 0 | 18159 | |
| 1 | 16532 | |
| 2 | 1261 | 2.3% |
| 3 | 309 | 0.6% |
| 4 | 51 | 0.1% |
| 5 | 6 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 54477 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 18159 | |
| 0 | 18159 | |
| 1 | 16532 | |
| 2 | 1261 | 2.3% |
| 3 | 309 | 0.6% |
| 4 | 51 | 0.1% |
| 5 | 6 | < 0.1% |
Skill Moves
Categorical
High correlation 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 48 |
| Missing (%) | 0.3% |
| Memory size | 1.0 MiB |
| 2.0 | |
|---|---|
| 3.0 | |
| 1.0 | |
| 4.0 | |
| 5.0 | 51 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4.0 |
|---|---|
| 2nd row | 5.0 |
| 3rd row | 5.0 |
| 4th row | 1.0 |
| 5th row | 4.0 |
Common Values
| Value | Count | Frequency (%) |
| 2.0 | 8565 | |
| 3.0 | 6600 | |
| 1.0 | 2026 | 11.1% |
| 4.0 | 917 | 5.0% |
| 5.0 | 51 | 0.3% |
| (Missing) | 48 | 0.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2.0 | 8565 | |
| 3.0 | 6600 | |
| 1.0 | 2026 | 11.2% |
| 4.0 | 917 | 5.0% |
| 5.0 | 51 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 18159 | |
| 0 | 18159 | |
| 2 | 8565 | |
| 3 | 6600 | 12.1% |
| 1 | 2026 | 3.7% |
| 4 | 917 | 1.7% |
| 5 | 51 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 54477 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 18159 | |
| 0 | 18159 | |
| 2 | 8565 | |
| 3 | 6600 | 12.1% |
| 1 | 2026 | 3.7% |
| 4 | 917 | 1.7% |
| 5 | 51 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 54477 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 18159 | |
| 0 | 18159 | |
| 2 | 8565 | |
| 3 | 6600 | 12.1% |
| 1 | 2026 | 3.7% |
| 4 | 917 | 1.7% |
| 5 | 51 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 54477 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 18159 | |
| 0 | 18159 | |
| 2 | 8565 | |
| 3 | 6600 | 12.1% |
| 1 | 2026 | 3.7% |
| 4 | 917 | 1.7% |
| 5 | 51 | 0.1% |
Position
Categorical
High correlation 
| Distinct | 27 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 MiB |
| ST | |
|---|---|
| GK | |
| CB | |
| CM | |
| LB | |
| Other values (22) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.2581974 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RF |
|---|---|
| 2nd row | ST |
| 3rd row | LW |
| 4th row | GK |
| 5th row | RCM |
Common Values
| Value | Count | Frequency (%) |
| ST | 2154 | |
| GK | 2027 | |
| CB | 1779 | |
| CM | 1395 | 7.7% |
| LB | 1372 | 7.5% |
| RB | 1291 | 7.1% |
| RM | 1127 | 6.2% |
| LM | 1095 | 6.0% |
| CAM | 959 | 5.3% |
| CDM | 948 | 5.2% |
| Other values (17) | 4060 |
Length
| Value | Count | Frequency (%) |
| st | 2154 | |
| gk | 2027 | |
| cb | 1779 | |
| cm | 1395 | 7.7% |
| lb | 1372 | 7.5% |
| rb | 1291 | 7.1% |
| rm | 1127 | 6.2% |
| lm | 1095 | 6.0% |
| cam | 959 | 5.3% |
| cdm | 948 | 5.2% |
| Other values (17) | 4060 |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 7251 | |
| M | 6843 | |
| B | 5917 | |
| L | 4455 | |
| R | 4416 | |
| S | 2564 | 6.2% |
| T | 2154 | 5.2% |
| G | 2027 | 4.9% |
| K | 2027 | 4.9% |
| D | 1439 | 3.5% |
| Other values (3) | 2022 | 4.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 41115 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| C | 7251 | |
| M | 6843 | |
| B | 5917 | |
| L | 4455 | |
| R | 4416 | |
| S | 2564 | 6.2% |
| T | 2154 | 5.2% |
| G | 2027 | 4.9% |
| K | 2027 | 4.9% |
| D | 1439 | 3.5% |
| Other values (3) | 2022 | 4.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 41115 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| C | 7251 | |
| M | 6843 | |
| B | 5917 | |
| L | 4455 | |
| R | 4416 | |
| S | 2564 | 6.2% |
| T | 2154 | 5.2% |
| G | 2027 | 4.9% |
| K | 2027 | 4.9% |
| D | 1439 | 3.5% |
| Other values (3) | 2022 | 4.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 41115 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| C | 7251 | |
| M | 6843 | |
| B | 5917 | |
| L | 4455 | |
| R | 4416 | |
| S | 2564 | 6.2% |
| T | 2154 | 5.2% |
| G | 2027 | 4.9% |
| K | 2027 | 4.9% |
| D | 1439 | 3.5% |
| Other values (3) | 2022 | 4.9% |
Joined
Real number (ℝ)
| Distinct | 22 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2016.4206 |
| Minimum | 1991 |
|---|---|
| Maximum | 2018 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 142.4 KiB |
Quantile statistics
| Minimum | 1991 |
|---|---|
| 5-th percentile | 2012 |
| Q1 | 2016 |
| median | 2017 |
| Q3 | 2018 |
| 95-th percentile | 2018 |
| Maximum | 2018 |
| Range | 27 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.018194 |
|---|---|
| Coefficient of variation (CV) | 0.0010008795 |
| Kurtosis | 10.978378 |
| Mean | 2016.4206 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -2.5756363 |
| Sum | 36712970 |
| Variance | 4.0731071 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2018 | 6569 | |
| 2017 | 4307 | |
| 2016 | 3799 | |
| 2015 | 1336 | 7.3% |
| 2014 | 818 | 4.5% |
| 2013 | 458 | 2.5% |
| 2012 | 340 | 1.9% |
| 2011 | 201 | 1.1% |
| 2010 | 131 | 0.7% |
| 2009 | 78 | 0.4% |
| Other values (12) | 170 | 0.9% |
| Value | Count | Frequency (%) |
| 1991 | 1 | < 0.1% |
| 1998 | 3 | < 0.1% |
| 1999 | 1 | < 0.1% |
| 2000 | 2 | < 0.1% |
| 2001 | 2 | < 0.1% |
| 2002 | 10 | |
| 2003 | 13 | |
| 2004 | 12 | |
| 2005 | 17 | |
| 2006 | 18 |
| Value | Count | Frequency (%) |
| 2018 | 6569 | |
| 2017 | 4307 | |
| 2016 | 3799 | |
| 2015 | 1336 | 7.3% |
| 2014 | 818 | 4.5% |
| 2013 | 458 | 2.5% |
| 2012 | 340 | 1.9% |
| 2011 | 201 | 1.1% |
| 2010 | 131 | 0.7% |
| 2009 | 78 | 0.4% |
Missing 
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 289 |
| Missing (%) | 1.6% |
| Memory size | 142.4 KiB |
| Minimum | 2018-01-01 00:00:00 |
|---|---|
| Maximum | 2026-01-01 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Height
Real number (ℝ)
High correlation 
| Distinct | 22 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.9467711 |
| Minimum | 5.0833333 |
|---|---|
| Maximum | 6.75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 142.4 KiB |
Quantile statistics
| Minimum | 5.0833333 |
|---|---|
| 5-th percentile | 5.5833333 |
| Q1 | 5.75 |
| median | 5.9166667 |
| Q3 | 6.0833333 |
| 95-th percentile | 6.3333333 |
| Maximum | 6.75 |
| Range | 1.6666667 |
| Interquartile range (IQR) | 0.33333333 |
Descriptive statistics
| Standard deviation | 0.22051403 |
|---|---|
| Coefficient of variation (CV) | 0.037081304 |
| Kurtosis | -0.22145276 |
| Mean | 5.9467711 |
| Median Absolute Deviation (MAD) | 0.16666667 |
| Skewness | -0.015476347 |
| Sum | 108272.86 |
| Variance | 0.048626436 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 2881 | |
| 5.833333333 | 2479 | |
| 5.75 | 2238 | |
| 5.916666667 | 2159 | |
| 6.166666667 | 2015 | |
| 6.083333333 | 1908 | |
| 6.25 | 990 | 5.4% |
| 5.666666667 | 946 | 5.2% |
| 5.583333333 | 905 | 5.0% |
| 6.333333333 | 749 | 4.1% |
| Other values (12) | 937 | 5.1% |
| Value | Count | Frequency (%) |
| 5.083333333 | 3 | < 0.1% |
| 5.166666667 | 5 | < 0.1% |
| 5.25 | 18 | 0.1% |
| 5.333333333 | 30 | 0.2% |
| 5.416666667 | 145 | 0.8% |
| 5.5 | 316 | 1.7% |
| 5.583333333 | 905 | 5.0% |
| 5.666666667 | 946 | 5.2% |
| 5.75 | 2238 | |
| 5.833333333 | 2479 |
| Value | Count | Frequency (%) |
| 6.75 | 2 | < 0.1% |
| 6.666666667 | 10 | 0.1% |
| 6.583333333 | 21 | 0.1% |
| 6.5 | 93 | 0.5% |
| 6.416666667 | 246 | 1.4% |
| 6.333333333 | 749 | 4.1% |
| 6.25 | 990 | 5.4% |
| 6.166666667 | 2015 | |
| 6.083333333 | 1908 | |
| 6 | 2881 |
Weight
Real number (ℝ)
High correlation 
| Distinct | 58 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 165.97913 |
| Minimum | 110 |
|---|---|
| Maximum | 243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 142.4 KiB |
Quantile statistics
| Minimum | 110 |
|---|---|
| 5-th percentile | 141 |
| Q1 | 154 |
| median | 165 |
| Q3 | 176 |
| 95-th percentile | 194 |
| Maximum | 243 |
| Range | 133 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 15.572775 |
|---|---|
| Coefficient of variation (CV) | 0.093823694 |
| Kurtosis | 0.099552468 |
| Mean | 165.97913 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.21687243 |
| Sum | 3021982 |
| Variance | 242.51132 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 165 | 1483 | 8.1% |
| 154 | 1439 | 7.9% |
| 176 | 1041 | 5.7% |
| 172 | 987 | 5.4% |
| 159 | 946 | 5.2% |
| 161 | 936 | 5.1% |
| 163 | 901 | 4.9% |
| 170 | 860 | 4.7% |
| 168 | 836 | 4.6% |
| 174 | 705 | 3.9% |
| Other values (48) | 8073 |
| Value | Count | Frequency (%) |
| 110 | 2 | < 0.1% |
| 115 | 1 | < 0.1% |
| 117 | 6 | < 0.1% |
| 119 | 4 | < 0.1% |
| 121 | 10 | 0.1% |
| 123 | 18 | 0.1% |
| 126 | 14 | 0.1% |
| 128 | 31 | 0.2% |
| 130 | 33 | 0.2% |
| 132 | 127 |
| Value | Count | Frequency (%) |
| 243 | 1 | < 0.1% |
| 236 | 2 | < 0.1% |
| 234 | 1 | < 0.1% |
| 229 | 1 | < 0.1% |
| 227 | 2 | < 0.1% |
| 225 | 3 | < 0.1% |
| 223 | 3 | < 0.1% |
| 220 | 1 | < 0.1% |
| 218 | 5 | |
| 216 | 9 |
Release Clause
Real number (ℝ)
High correlation 
| Distinct | 1245 |
|---|---|
| Distinct (%) | 6.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4585.061 |
| Minimum | 13 |
|---|---|
| Maximum | 228100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 142.4 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 179.3 |
| Q1 | 570 |
| median | 1300 |
| Q3 | 4585.0608 |
| 95-th percentile | 18600 |
| Maximum | 228100 |
| Range | 228087 |
| Interquartile range (IQR) | 4015.0608 |
Descriptive statistics
| Standard deviation | 10630.414 |
|---|---|
| Coefficient of variation (CV) | 2.3184892 |
| Kurtosis | 84.675754 |
| Mean | 4585.061 |
| Median Absolute Deviation (MAD) | 987 |
| Skewness | 7.4363962 |
| Sum | 83480205 |
| Variance | 1.1300571 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4585.060806 | 1564 | 8.6% |
| 1100 | 557 | 3.1% |
| 1300 | 423 | 2.3% |
| 1400 | 386 | 2.1% |
| 1200 | 385 | 2.1% |
| 1500 | 337 | 1.9% |
| 1600 | 318 | 1.7% |
| 1000 | 286 | 1.6% |
| 1800 | 246 | 1.4% |
| 1700 | 216 | 1.2% |
| Other values (1235) | 13489 |
| Value | Count | Frequency (%) |
| 13 | 5 | |
| 15 | 3 | < 0.1% |
| 17 | 1 | < 0.1% |
| 18 | 4 | < 0.1% |
| 22 | 2 | < 0.1% |
| 25 | 10 | |
| 27 | 1 | < 0.1% |
| 29 | 1 | < 0.1% |
| 31 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 228100 | 1 | |
| 226500 | 1 | |
| 196400 | 1 | |
| 172100 | 1 | |
| 166100 | 1 | |
| 165800 | 1 | |
| 164000 | 1 | |
| 160700 | 1 | |
| 156800 | 1 | |
| 156200 | 1 |
Interactions
Correlations
| Age | Height | ID | International Reputation | Joined | Overall | Position | Potential | Preferred Foot | Release Clause | Skill Moves | Value | Wage | Weight | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.087 | -0.761 | 0.140 | -0.111 | 0.483 | 0.089 | -0.263 | 0.022 | 0.143 | 0.101 | 0.226 | 0.322 | 0.230 |
| Height | 0.087 | 1.000 | -0.096 | 0.016 | -0.001 | 0.038 | 0.207 | -0.010 | 0.081 | -0.009 | 0.230 | -0.010 | 0.018 | 0.755 |
| ID | -0.761 | -0.096 | 1.000 | 0.197 | 0.195 | -0.540 | 0.069 | 0.025 | 0.016 | -0.286 | 0.107 | -0.355 | -0.421 | -0.202 |
| International Reputation | 0.140 | 0.016 | 0.197 | 1.000 | 0.083 | 0.505 | 0.080 | 0.293 | 0.000 | 0.453 | 0.180 | 0.480 | 0.505 | 0.045 |
| Joined | -0.111 | -0.001 | 0.195 | 0.083 | 1.000 | -0.151 | 0.041 | -0.092 | 0.021 | -0.161 | 0.039 | -0.125 | -0.119 | -0.016 |
| Overall | 0.483 | 0.038 | -0.540 | 0.505 | -0.151 | 1.000 | 0.096 | 0.625 | 0.056 | 0.854 | 0.290 | 0.937 | 0.778 | 0.147 |
| Position | 0.089 | 0.207 | 0.069 | 0.080 | 0.041 | 0.096 | 1.000 | 0.065 | 0.486 | 0.084 | 0.571 | 0.121 | 0.099 | 0.185 |
| Potential | -0.263 | -0.010 | 0.025 | 0.293 | -0.092 | 0.625 | 0.065 | 1.000 | 0.039 | 0.776 | 0.230 | 0.770 | 0.535 | -0.011 |
| Preferred Foot | 0.022 | 0.081 | 0.016 | 0.000 | 0.021 | 0.056 | 0.486 | 0.039 | 1.000 | 0.000 | 0.120 | 0.000 | 0.000 | 0.072 |
| Release Clause | 0.143 | -0.009 | -0.286 | 0.453 | -0.161 | 0.854 | 0.084 | 0.776 | 0.000 | 1.000 | 0.190 | 0.945 | 0.721 | 0.049 |
| Skill Moves | 0.101 | 0.230 | 0.107 | 0.180 | 0.039 | 0.290 | 0.571 | 0.230 | 0.120 | 0.190 | 1.000 | 0.195 | 0.142 | 0.197 |
| Value | 0.226 | -0.010 | -0.355 | 0.480 | -0.125 | 0.937 | 0.121 | 0.770 | 0.000 | 0.945 | 0.195 | 1.000 | 0.776 | 0.068 |
| Wage | 0.322 | 0.018 | -0.421 | 0.505 | -0.119 | 0.778 | 0.099 | 0.535 | 0.000 | 0.721 | 0.142 | 0.776 | 1.000 | 0.084 |
| Weight | 0.230 | 0.755 | -0.202 | 0.045 | -0.016 | 0.147 | 0.185 | -0.011 | 0.072 | 0.049 | 0.197 | 0.068 | 0.084 | 1.000 |
Missing values
Sample
| ID | Name | Age | Nationality | Overall | Potential | Club | Value | Wage | Preferred Foot | International Reputation | Skill Moves | Position | Joined | Contract Valid Until | Height | Weight | Release Clause | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 158023 | L. Messi | 31 | Argentina | 94 | 94 | FC Barcelona | 110500.0 | 565.0 | Left | 5.0 | 4.0 | RF | 2004 | 2021-01-01 | 5.583333 | 159.0 | 226500.0 |
| 1 | 20801 | Cristiano Ronaldo | 33 | Portugal | 94 | 94 | Juventus | 77000.0 | 405.0 | Right | 5.0 | 5.0 | ST | 2018 | 2022-01-01 | 6.166667 | 183.0 | 127100.0 |
| 2 | 190871 | Neymar Jr | 26 | Brazil | 92 | 93 | Paris Saint-Germain | 118500.0 | 290.0 | Right | 5.0 | 5.0 | LW | 2017 | 2022-01-01 | 5.750000 | 150.0 | 228100.0 |
| 3 | 193080 | De Gea | 27 | Spain | 91 | 93 | Manchester United | 72000.0 | 260.0 | Right | 4.0 | 1.0 | GK | 2011 | 2020-01-01 | 6.333333 | 168.0 | 138600.0 |
| 4 | 192985 | K. De Bruyne | 27 | Belgium | 91 | 92 | Manchester City | 102000.0 | 355.0 | Right | 4.0 | 4.0 | RCM | 2015 | 2023-01-01 | 5.916667 | 154.0 | 196400.0 |
| 5 | 183277 | E. Hazard | 27 | Belgium | 91 | 91 | Chelsea | 93000.0 | 340.0 | Right | 4.0 | 4.0 | LF | 2012 | 2020-01-01 | 5.666667 | 163.0 | 172100.0 |
| 6 | 177003 | L. Modrić | 32 | Croatia | 91 | 91 | Real Madrid | 67000.0 | 420.0 | Right | 4.0 | 4.0 | RCM | 2012 | 2020-01-01 | 5.666667 | 146.0 | 137400.0 |
| 7 | 176580 | L. Suárez | 31 | Uruguay | 91 | 91 | FC Barcelona | 80000.0 | 455.0 | Right | 5.0 | 3.0 | RS | 2014 | 2021-01-01 | 6.000000 | 190.0 | 164000.0 |
| 8 | 155862 | Sergio Ramos | 32 | Spain | 91 | 91 | Real Madrid | 51000.0 | 380.0 | Right | 4.0 | 3.0 | RCB | 2005 | 2020-01-01 | 6.000000 | 181.0 | 104600.0 |
| 9 | 200389 | J. Oblak | 25 | Slovenia | 90 | 93 | Atlético Madrid | 68000.0 | 94.0 | Right | 3.0 | 1.0 | GK | 2014 | 2021-01-01 | 6.166667 | 192.0 | 144500.0 |
| ID | Name | Age | Nationality | Overall | Potential | Club | Value | Wage | Preferred Foot | International Reputation | Skill Moves | Position | Joined | Contract Valid Until | Height | Weight | Release Clause | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18197 | 246167 | D. Holland | 18 | Republic of Ireland | 47 | 61 | Cork City | 60.0 | 1.0 | Right | 1.0 | 2.0 | CM | 2018 | 2018-01-01 | 5.833333 | 141.0 | 88.0 |
| 18198 | 242844 | J. Livesey | 18 | England | 47 | 70 | Burton Albion | 60.0 | 1.0 | Right | 1.0 | 1.0 | GK | 2018 | 2021-01-01 | 5.916667 | 154.0 | 165.0 |
| 18199 | 244677 | M. Baldisimo | 18 | Canada | 47 | 69 | Vancouver Whitecaps FC | 70.0 | 1.0 | Right | 1.0 | 2.0 | CM | 2018 | 2021-01-01 | 5.500000 | 150.0 | 175.0 |
| 18200 | 231381 | J. Young | 18 | Scotland | 47 | 62 | Swindon Town | 60.0 | 1.0 | Left | 1.0 | 2.0 | ST | 2015 | 2019-01-01 | 5.750000 | 157.0 | 143.0 |
| 18201 | 243413 | D. Walsh | 18 | Republic of Ireland | 47 | 68 | Waterford FC | 60.0 | 1.0 | Left | 1.0 | 2.0 | RB | 2018 | 2018-01-01 | 6.083333 | 168.0 | 153.0 |
| 18202 | 238813 | J. Lundstram | 19 | England | 47 | 65 | Crewe Alexandra | 60.0 | 1.0 | Right | 1.0 | 2.0 | CM | 2017 | 2019-01-01 | 5.750000 | 134.0 | 143.0 |
| 18203 | 243165 | N. Christoffersson | 19 | Sweden | 47 | 63 | Trelleborgs FF | 60.0 | 1.0 | Right | 1.0 | 2.0 | ST | 2018 | 2020-01-01 | 6.250000 | 170.0 | 113.0 |
| 18204 | 241638 | B. Worman | 16 | England | 47 | 67 | Cambridge United | 60.0 | 1.0 | Right | 1.0 | 2.0 | ST | 2017 | 2021-01-01 | 5.666667 | 148.0 | 165.0 |
| 18205 | 246268 | D. Walker-Rice | 17 | England | 47 | 66 | Tranmere Rovers | 60.0 | 1.0 | Right | 1.0 | 2.0 | RW | 2018 | 2019-01-01 | 5.833333 | 154.0 | 143.0 |
| 18206 | 246269 | G. Nugent | 16 | England | 46 | 66 | Tranmere Rovers | 60.0 | 1.0 | Right | 1.0 | 2.0 | CM | 2018 | 2019-01-01 | 5.833333 | 176.0 | 165.0 |